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2017 | OriginalPaper | Chapter

Toward Model-Based Big Data-as-a-Service: The TOREADOR Approach

Authors : Ernesto Damiani, Claudio Ardagna, Paolo Ceravolo, Nello Scarabottolo

Published in: Advances in Databases and Information Systems

Publisher: Springer International Publishing

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Abstract

The full potential of Big Data Analytics (BDA) can be unleashed only by overcoming hurdles like the high architectural complexity and lack of transparency of Big Data toolkits, as well as the high cost and lack of legal clearance of data collection, access and processing procedures. We first discuss the notion of Big Data Analytics-as-a-Service (BDAaaS) to help potential users of BDA in overcoming such hurdles. We then present TOREADOR, a first approach to BDAaaS.

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next chapter General and Specific Model Notions
Footnotes
1
Again, the order of the stages depends on the specific BDA and is decided by the user.
 
Literature
1.
Abadi, D., Agrawal, R., Ailamaki, A., Balazinska, M., Bernstein, P.A., Carey, M.J., Chaudhuri, S., Dean, J., Doan, A., Franklin, M.J., Gehrke, J., Haas, L.M., Halevy, A.Y., Hellerstein, J.M., Ioannidis, Y.E., Jagadish, H.V., Kossmann, D., Madden, S., Mehrotra, S., Milo, T., Naughton, J.F., Ramakrishnan, R., Markl, V., Olston, C., Ooi, B.C., Ré, C., Suciu, D., Stonebraker, M., Walter, T., Widom, J.: The beckman report on database research. ACM SIGMOD Rec. 43(3), 61–70 (2014)CrossRef
2.
Ardagna, C., Damiani, E.: Network and storage latency attacks to online trading protocols in the cloud. In: Proceedings of the International Conference on Cloud Computing, Trusted Computing and Secure Virtual Infrastructures, Amantea, Italy, October 2014
3.
Ardagna, C.A., Bellandi, V., Bezzi, M., Ceravolo, P., Damiani, E.: Model-driven methodology for big data analytics-as-a-service. In: Proceedings of the 6th IEEE International Congress on Big Data (BigData Congress 2017), Honolulu, HI, USA, June 2017
4.
Ardagna, C.A., Ceravolo, P., Damiani, E.: Big data analytics as-a-service: issues and challenges. In: Proceedings of the IEEE International Conference on Big Data (Big Data 2016), Washington, DC, USA, December 2016
5.
6.
Boettiger, C.: An introduction to docker for reproducible research. ACM SIGOPS Oper. Syst. Rev. 49(1), 71–79 (2015)CrossRef
7.
Eckhoff, D., Sommer, C.: Driving for big data? privacy concerns in vehicular networking. IEEE Secur. Priv. 12(1), 77–79 (2014)CrossRef
8.
Ekbia, H., Mattioli, M., Kouper, I., Arave, G., Ghazinejad, A., Bowman, T., Suri, V.R., Tsou, A., Weingart, S., Sugimoto, C.R.: Big data, bigger dilemmas: a critical review. J. Assoc. Inf. Sci. Technol. 66(8), 1523–1545 (2015)CrossRef
9.
10.
11.
12.
Jagadish, H.V., Gehrke, J., Labrinidis, A., Papakonstantinou, Y., Patel, J.M., Ramakrishnan, R., Shahabi, C.: Big data and its technical challenges. Commun. ACM 57(7), 86–94 (2014)CrossRef
13.
Lomotey, R.K., Deters, R.: Analytics-as-a-service framework for terms association mining in unstructured data. Int. J. Bus. Process Integr. Manage. (IJBPIM) 7(1), 49–61 (2014)CrossRef
14.
Lu, R., Zhu, H., Liu, X., Liu, J.K., Shao, J.: Toward efficient and privacy-preserving computing in big data era. IEEE Netw. 28(4), 46–50 (2014)CrossRef
15.
Manyika, J., Chui, M., Brown, B., Bughin, J., Dobbs, R., Roxburgh, C., Byers, A.H.: Big data: the next frontier for innovation, competition, and productivity (2011). http://​tinyurl.​com/​z9wjhuw
16.
Markl, V.: Breaking the chains: On declarative data analysis and data independence in the big data era. Proc. VLDB Endow. 7(13), 1730–1733 (2014)CrossRef
17.
Martin, D., Paolucci, M., McIlraith, S., Burstein, M., McDermott, D., McGuinness, D., Parsia, B., Payne, T., Sabou, M., Solanki, M., et al.: Bringing semantics to web services: the owl-s approach. In: Proceedings of the International Workshop on Semantic Web Services and Web Process Composition (SWSWPC 2004), San Diego, CA, USA, July 2004
18.
Martin, K.E.: Ethical issues in the big data industry. MIS Q. Execut. 14, 2 (2015)
19.
Prud, E., Seaborne, A., et al.: SPARQL query language for RDF (2006)
20.
21.
22.
Salleh, K.A., Janczewski, L.: Adoption of big data solutions: a study on its security determinants using sec-toe framework. In: Proceedings of the International Conference on Information Resources Management (CONF-IRM 2016), Cape Town, South Africa, May 2016
23.
Wu, D., Greer, M.J., Rosen, D.W., Schaefer, D.: Cloud manufacturing: strategic vision and state-of-the-art. J. Manufact. Syst. 32(4), 564–579 (2013)CrossRef
Metadata
Title
Toward Model-Based Big Data-as-a-Service: The TOREADOR Approach
Authors
Ernesto Damiani
Claudio Ardagna
Paolo Ceravolo
Nello Scarabottolo
Copyright Year
2017
Book
Advances in Databases and Information Systems

Print ISBN: 978-3-319-66916-8

Electronic ISBN: 978-3-319-66917-5

Copyright Year: 2017

DOI
https://doi.org/10.1007/978-3-319-66917-5_1

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